| path | ~/dataset/traffic/traffic.csv |
|---|
| seq_len | pred_len | Start of Input Window | End of Input Window | Start of Prediction Window | End of Prediction Window | |
|---|---|---|---|---|---|---|
| sample 0 | 672 | 168 | 2018-01-08 22:00:00 | 2018-02-05 21:00:00 | 2018-02-05 22:00:00 | 2018-02-12 21:00:00 |
| sample 3340 | 672 | 168 | 2018-05-28 02:00:00 | 2018-06-25 01:00:00 | 2018-06-25 02:00:00 | 2018-07-02 01:00:00 |
| cols_org | means | stds | q1s | q2s | q3s | |
|---|---|---|---|---|---|---|
| y0 | 0 | 0.05325746411483254 | 0.06929838499896554 | 0.014375 | 0.04710 | 0.05960 |
| y1 | 1 | 0.04573423444976076 | 0.04802221272311572 | 0.017375 | 0.03650 | 0.05130 |
| y2 | 2 | 0.10967385167464115 | 0.08396715194861795 | 0.035800 | 0.08490 | 0.16790 |
| y3 | 3 | 0.05727435406698564 | 0.040716410634293536 | 0.026500 | 0.05910 | 0.07040 |
| y4 | 4 | 0.026944354066985643 | 0.036270727657360884 | 0.007800 | 0.01920 | 0.02320 |
| y5 | 5 | 0.06045004784688995 | 0.07347395999480116 | 0.014000 | 0.04220 | 0.05330 |
| y6 | 6 | 0.06713260765550239 | 0.065815487124505 | 0.021000 | 0.04950 | 0.07040 |
| y7 | 7 | 0.061888253588516746 | 0.05532741889395478 | 0.022900 | 0.05630 | 0.07120 |
| y8 | 8 | 0.07017897129186602 | 0.052967286814596934 | 0.027500 | 0.06295 | 0.08280 |
| y9 | 9 | 0.0856984928229665 | 0.08901039019247689 | 0.023275 | 0.07195 | 0.09970 |
| y10 | 10 | 0.04422595693779905 | 0.036450677974270644 | 0.015700 | 0.04150 | 0.05330 |
| y11 | 11 | 0.05633318181818181 | 0.0439212427030965 | 0.026900 | 0.05300 | 0.06720 |
| y12 | 12 | 0.07088528708133972 | 0.06533599401692262 | 0.031100 | 0.06460 | 0.07690 |
| y13 | 13 | 0.04371232057416268 | 0.04052746528968959 | 0.010400 | 0.03910 | 0.05430 |
| y14 | 14 | 0.10761040669856459 | 0.0784319307856465 | 0.037200 | 0.09795 | 0.12733 |
| y15 | 15 | 0.08466308612440192 | 0.04981405466012559 | 0.051400 | 0.09265 | 0.10020 |
| y16 | 16 | 0.045384808612440194 | 0.028263992506313725 | 0.022700 | 0.04310 | 0.06270 |
| y17 | 17 | 0.057834258373205744 | 0.0444372099882393 | 0.024575 | 0.05150 | 0.06930 |
| y18 | 18 | 0.04720724880382775 | 0.032267918982236576 | 0.019500 | 0.04320 | 0.05970 |
| y19 | 19 | 0.0578022009569378 | 0.07887881348611953 | 0.012875 | 0.04640 | 0.05970 |
| y20 | 20 | 0.04587846889952153 | 0.027788199563567897 | 0.015700 | 0.05100 | 0.06660 |
| y21 | 21 | 0.07738291866028708 | 0.07439866760996085 | 0.017475 | 0.06405 | 0.09030 |
| y22 | 22 | 0.04294533492822967 | 0.037700067563445704 | 0.011775 | 0.03940 | 0.05480 |
| y23 | 23 | 0.10536722488038278 | 0.07640147527827564 | 0.037775 | 0.08350 | 0.16183 |
| y24 | 24 | 0.05051282296650718 | 0.06280896520211479 | 0.014100 | 0.03200 | 0.05100 |
| y25 | 25 | 0.08139842105263156 | 0.06111539258415371 | 0.036200 | 0.07465 | 0.09523 |
| y26 | 26 | 0.06022086124401914 | 0.04448598484676311 | 0.026900 | 0.05780 | 0.06960 |
| y27 | 27 | 0.049751220095693785 | 0.0372103715397499 | 0.023500 | 0.05035 | 0.06300 |
| y28 | 28 | 0.07406811004784689 | 0.034074604111952754 | 0.044975 | 0.08070 | 0.09083 |
| y29 | 29 | 0.052503995215311 | 0.04809611932135073 | 0.020600 | 0.05120 | 0.06100 |
| y30 | 30 | 0.07019739234449761 | 0.06436091418590037 | 0.021000 | 0.05730 | 0.07170 |
| y31 | 31 | 0.07001102870813398 | 0.055946174782008695 | 0.031900 | 0.05790 | 0.07463 |
| y32 | 32 | 0.06667406698564593 | 0.05478367710865313 | 0.026100 | 0.06120 | 0.07963 |
| y33 | 33 | 0.0757084928229665 | 0.04956614977742395 | 0.039875 | 0.07355 | 0.09380 |
| y34 | 34 | 0.03411191387559809 | 0.022522129962433534 | 0.015000 | 0.03460 | 0.04300 |
| y35 | 35 | 0.05213117224880383 | 0.02698051120246956 | 0.024100 | 0.05910 | 0.07080 |
| y36 | 36 | 0.02871562200956938 | 0.019091158317064993 | 0.009600 | 0.03030 | 0.04110 |
| y37 | 37 | 0.07696356459330145 | 0.050574613438962565 | 0.037900 | 0.07680 | 0.09813 |
| y38 | 38 | 0.04344009569377991 | 0.021569276027084198 | 0.027400 | 0.04830 | 0.05520 |
| y39 | 39 | 0.04587846889952153 | 0.027788199563567897 | 0.015700 | 0.05100 | 0.06660 |
| y40 | 40 | 0.0384494019138756 | 0.029981952330412717 | 0.014200 | 0.03870 | 0.04890 |
| y41 | 41 | 0.04802815789473684 | 0.059045074292721655 | 0.007700 | 0.03295 | 0.04630 |
| y42 | 42 | 0.04109055023923445 | 0.029110130910736436 | 0.011000 | 0.04180 | 0.06090 |
| y43 | 43 | 0.07867337320574162 | 0.06924352924837432 | 0.037900 | 0.06950 | 0.08240 |
| y44 | 44 | 0.029875837320574163 | 0.0140171844382638 | 0.015700 | 0.03600 | 0.04000 |
| y45 | 45 | 0.049466459330143535 | 0.047734547249348495 | 0.018700 | 0.03970 | 0.05270 |
| y46 | 46 | 0.04834724880382775 | 0.036093855806533466 | 0.016400 | 0.04880 | 0.06040 |
| y47 | 47 | 0.05656887559808612 | 0.06233509353701429 | 0.014075 | 0.04745 | 0.06810 |
| y48 | 48 | 0.07050141148325359 | 0.042398715993439924 | 0.037975 | 0.07375 | 0.08520 |
| y49 | 49 | 0.07135387559808612 | 0.04212970221089716 | 0.032275 | 0.07405 | 0.09590 |
| y50 | 50 | 0.04392722488038277 | 0.031111495694479206 | 0.021100 | 0.04695 | 0.05960 |
| y51 | 51 | 0.0395116028708134 | 0.02816151433267812 | 0.014600 | 0.04255 | 0.05620 |
| y52 | 52 | 0.0757133014354067 | 0.06647744358059217 | 0.020800 | 0.06785 | 0.08950 |
| y53 | 53 | 0.043121961722488035 | 0.03651335316100825 | 0.019775 | 0.04590 | 0.05590 |
| y54 | 54 | 0.054226004784688996 | 0.035276863530783055 | 0.026200 | 0.05735 | 0.06680 |
| y55 | 55 | 0.1388615071770335 | 0.10141591846425305 | 0.045400 | 0.12225 | 0.20866 |
| y56 | 56 | 0.059489904306220094 | 0.04938952264506487 | 0.025000 | 0.04140 | 0.07360 |
| y57 | 57 | 0.05410119617224881 | 0.04379860261805577 | 0.017975 | 0.05760 | 0.07370 |
| y58 | 58 | 0.0649894019138756 | 0.051852497141412004 | 0.027800 | 0.06090 | 0.07203 |
| y59 | 59 | 0.052820550239234446 | 0.031845931695809564 | 0.023500 | 0.05710 | 0.06950 |
| y60 | 60 | 0.06509619617224881 | 0.03995478914678854 | 0.030500 | 0.07000 | 0.08280 |
| y61 | 61 | 0.05747533492822966 | 0.06464803226227638 | 0.014900 | 0.05060 | 0.06790 |
| y62 | 62 | 0.048960622009569375 | 0.0401006666944904 | 0.013000 | 0.05130 | 0.06663 |
| y63 | 63 | 0.05997004784688995 | 0.037495363325028744 | 0.025200 | 0.05930 | 0.07620 |
| criterion_eval | shiroinu.criteria.MAELoss | {} |
|---|
| SA |
shiroinu.models.simple_average.SimpleAverage {'seq_len': 672, 'pred_len': 168, 'period_len': 168} |
|---|---|
| SA09 |
shiroinu.models.simple_average.SimpleAverage {'seq_len': 672, 'pred_len': 168, 'period_len': 168, 'decay_rate': 0.9} |
| SA08 |
shiroinu.models.simple_average.SimpleAverage {'seq_len': 672, 'pred_len': 168, 'period_len': 168, 'decay_rate': 0.8} |
| SA07 |
shiroinu.models.simple_average.SimpleAverage {'seq_len': 672, 'pred_len': 168, 'period_len': 168, 'decay_rate': 0.7} |
| SA06 |
shiroinu.models.simple_average.SimpleAverage {'seq_len': 672, 'pred_len': 168, 'period_len': 168, 'decay_rate': 0.6} |
| SA05 |
shiroinu.models.simple_average.SimpleAverage {'seq_len': 672, 'pred_len': 168, 'period_len': 168, 'decay_rate': 0.5} |
| cols_org | SA | SA09 | SA08 | SA07 | SA06 | SA05 | SA-SA09 | SA-SA08 | SA-SA07 | SA-SA06 | SA-SA05 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| mean | 0.011982 | 0.011928 | 0.011895 | 0.011890 | 0.011921 | 0.011995 | 0.000054 | 0.000088 | 0.000093 | 0.000062 | -0.000013 |
| cols_org | SA | SA09 | SA08 | SA07 | SA06 | SA05 | SA-SA09 | SA-SA08 | SA-SA07 | SA-SA06 | SA-SA05 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| mean | 0.011982 | 0.011928 | 0.011895 | 0.011890 | 0.011921 | 0.011995 | 0.000054 | 0.000088 | 0.000093 | 0.000062 | -0.000013 | |
| y0 | 0 | 0.015146 | 0.015000 | 0.014860 | 0.014742 | 0.014625 | 0.014515 | 0.000145 | 0.000285 | 0.000403 | 0.000520 | 0.000631 |
| y1 | 1 | 0.010460 | 0.010423 | 0.010393 | 0.010386 | 0.010394 | 0.010445 | 0.000037 | 0.000067 | 0.000074 | 0.000066 | 0.000016 |
| y2 | 2 | 0.027577 | 0.027569 | 0.027626 | 0.027781 | 0.028027 | 0.028401 | 0.000008 | -0.000049 | -0.000204 | -0.000450 | -0.000823 |
| y3 | 3 | 0.012289 | 0.012286 | 0.012305 | 0.012343 | 0.012409 | 0.012511 | 0.000003 | -0.000016 | -0.000054 | -0.000119 | -0.000222 |
| y4 | 4 | 0.006007 | 0.005972 | 0.005949 | 0.005933 | 0.005926 | 0.005940 | 0.000035 | 0.000058 | 0.000074 | 0.000081 | 0.000067 |
| y5 | 5 | 0.011567 | 0.011608 | 0.011675 | 0.011776 | 0.011931 | 0.012137 | -0.000041 | -0.000107 | -0.000208 | -0.000364 | -0.000570 |
| y6 | 6 | 0.010907 | 0.010842 | 0.010805 | 0.010802 | 0.010833 | 0.010905 | 0.000064 | 0.000101 | 0.000105 | 0.000074 | 0.000002 |
| y7 | 7 | 0.008921 | 0.008889 | 0.008870 | 0.008871 | 0.008906 | 0.008979 | 0.000032 | 0.000051 | 0.000049 | 0.000015 | -0.000059 |
| y8 | 8 | 0.014435 | 0.014313 | 0.014206 | 0.014131 | 0.014100 | 0.014124 | 0.000122 | 0.000230 | 0.000304 | 0.000335 | 0.000311 |
| y9 | 9 | 0.026077 | 0.025810 | 0.025564 | 0.025353 | 0.025191 | 0.025098 | 0.000267 | 0.000513 | 0.000723 | 0.000885 | 0.000978 |
| y10 | 10 | 0.010737 | 0.010710 | 0.010712 | 0.010743 | 0.010808 | 0.010913 | 0.000027 | 0.000025 | -0.000006 | -0.000071 | -0.000176 |
| y11 | 11 | 0.010500 | 0.010393 | 0.010282 | 0.010178 | 0.010084 | 0.010004 | 0.000106 | 0.000217 | 0.000321 | 0.000415 | 0.000496 |
| y12 | 12 | 0.019898 | 0.019834 | 0.019784 | 0.019760 | 0.019781 | 0.019858 | 0.000064 | 0.000114 | 0.000138 | 0.000117 | 0.000040 |
| y13 | 13 | 0.010588 | 0.010513 | 0.010461 | 0.010428 | 0.010424 | 0.010455 | 0.000074 | 0.000127 | 0.000160 | 0.000163 | 0.000132 |
| y14 | 14 | 0.019431 | 0.019408 | 0.019461 | 0.019582 | 0.019785 | 0.020061 | 0.000023 | -0.000030 | -0.000151 | -0.000355 | -0.000630 |
| y15 | 15 | 0.014921 | 0.014870 | 0.014842 | 0.014836 | 0.014867 | 0.014931 | 0.000051 | 0.000080 | 0.000085 | 0.000054 | -0.000010 |
| y16 | 16 | 0.009177 | 0.009025 | 0.008873 | 0.008726 | 0.008598 | 0.008496 | 0.000153 | 0.000304 | 0.000451 | 0.000579 | 0.000681 |
| y17 | 17 | 0.014499 | 0.014260 | 0.014030 | 0.013816 | 0.013636 | 0.013485 | 0.000239 | 0.000470 | 0.000684 | 0.000864 | 0.001015 |
| y18 | 18 | 0.004781 | 0.004758 | 0.004747 | 0.004751 | 0.004778 | 0.004822 | 0.000023 | 0.000034 | 0.000030 | 0.000002 | -0.000041 |
| y19 | 19 | 0.014768 | 0.014666 | 0.014579 | 0.014505 | 0.014465 | 0.014453 | 0.000102 | 0.000188 | 0.000262 | 0.000303 | 0.000314 |
| y20 | 20 | 0.000987 | 0.000935 | 0.000879 | 0.000818 | 0.000753 | 0.000686 | 0.000052 | 0.000108 | 0.000169 | 0.000234 | 0.000301 |
| y21 | 21 | 0.020565 | 0.020548 | 0.020571 | 0.020633 | 0.020774 | 0.021012 | 0.000018 | -0.000006 | -0.000068 | -0.000209 | -0.000447 |
| y22 | 22 | 0.007593 | 0.007559 | 0.007541 | 0.007554 | 0.007606 | 0.007694 | 0.000035 | 0.000053 | 0.000040 | -0.000013 | -0.000101 |
| y23 | 23 | 0.023264 | 0.023235 | 0.023245 | 0.023319 | 0.023475 | 0.023755 | 0.000030 | 0.000019 | -0.000055 | -0.000211 | -0.000491 |
| y24 | 24 | 0.013854 | 0.013678 | 0.013519 | 0.013396 | 0.013340 | 0.013365 | 0.000175 | 0.000335 | 0.000458 | 0.000514 | 0.000489 |
| y25 | 25 | 0.020825 | 0.020718 | 0.020639 | 0.020639 | 0.020716 | 0.020870 | 0.000107 | 0.000186 | 0.000186 | 0.000109 | -0.000044 |
| y26 | 26 | 0.008023 | 0.007997 | 0.007990 | 0.008009 | 0.008061 | 0.008147 | 0.000025 | 0.000033 | 0.000014 | -0.000038 | -0.000124 |
| y27 | 27 | 0.008445 | 0.008379 | 0.008331 | 0.008308 | 0.008305 | 0.008326 | 0.000066 | 0.000113 | 0.000136 | 0.000140 | 0.000119 |
| y28 | 28 | 0.010343 | 0.010292 | 0.010259 | 0.010254 | 0.010286 | 0.010360 | 0.000051 | 0.000084 | 0.000089 | 0.000057 | -0.000017 |
| y29 | 29 | 0.014142 | 0.014032 | 0.013924 | 0.013831 | 0.013768 | 0.013727 | 0.000110 | 0.000218 | 0.000311 | 0.000374 | 0.000415 |
| y30 | 30 | 0.011248 | 0.011208 | 0.011200 | 0.011218 | 0.011266 | 0.011351 | 0.000040 | 0.000048 | 0.000030 | -0.000018 | -0.000103 |
| y31 | 31 | 0.014361 | 0.014357 | 0.014388 | 0.014458 | 0.014580 | 0.014775 | 0.000004 | -0.000028 | -0.000097 | -0.000219 | -0.000415 |
| y32 | 32 | 0.008965 | 0.008917 | 0.008889 | 0.008891 | 0.008927 | 0.009009 | 0.000048 | 0.000077 | 0.000074 | 0.000038 | -0.000043 |
| y33 | 33 | 0.014261 | 0.014250 | 0.014269 | 0.014317 | 0.014405 | 0.014538 | 0.000011 | -0.000008 | -0.000056 | -0.000144 | -0.000277 |
| y34 | 34 | 0.004531 | 0.004528 | 0.004536 | 0.004565 | 0.004608 | 0.004667 | 0.000003 | -0.000005 | -0.000034 | -0.000077 | -0.000136 |
| y35 | 35 | 0.006462 | 0.006480 | 0.006519 | 0.006580 | 0.006666 | 0.006777 | -0.000018 | -0.000057 | -0.000118 | -0.000203 | -0.000315 |
| y36 | 36 | 0.003582 | 0.003566 | 0.003558 | 0.003560 | 0.003575 | 0.003604 | 0.000016 | 0.000024 | 0.000021 | 0.000007 | -0.000022 |
| y37 | 37 | 0.014016 | 0.013962 | 0.013930 | 0.013931 | 0.013976 | 0.014080 | 0.000053 | 0.000086 | 0.000084 | 0.000040 | -0.000064 |
| y38 | 38 | 0.006208 | 0.006210 | 0.006225 | 0.006259 | 0.006313 | 0.006389 | -0.000001 | -0.000017 | -0.000050 | -0.000104 | -0.000180 |
| y39 | 39 | 0.000987 | 0.000935 | 0.000879 | 0.000818 | 0.000753 | 0.000686 | 0.000052 | 0.000108 | 0.000169 | 0.000234 | 0.000301 |
| y40 | 40 | 0.006843 | 0.006842 | 0.006858 | 0.006895 | 0.006958 | 0.007046 | 0.000001 | -0.000016 | -0.000052 | -0.000115 | -0.000204 |
| y41 | 41 | 0.009991 | 0.009960 | 0.009936 | 0.009935 | 0.009989 | 0.010108 | 0.000031 | 0.000055 | 0.000056 | 0.000002 | -0.000116 |
| y42 | 42 | 0.006520 | 0.006608 | 0.006710 | 0.006823 | 0.006944 | 0.007072 | -0.000089 | -0.000190 | -0.000303 | -0.000424 | -0.000552 |
| y43 | 43 | 0.016385 | 0.016373 | 0.016391 | 0.016466 | 0.016594 | 0.016791 | 0.000012 | -0.000006 | -0.000081 | -0.000210 | -0.000407 |
| y44 | 44 | 0.002771 | 0.002761 | 0.002758 | 0.002763 | 0.002780 | 0.002810 | 0.000011 | 0.000013 | 0.000008 | -0.000009 | -0.000039 |
| y45 | 45 | 0.019008 | 0.019068 | 0.019162 | 0.019306 | 0.019516 | 0.019795 | -0.000060 | -0.000154 | -0.000298 | -0.000509 | -0.000787 |
| y46 | 46 | 0.001374 | 0.001302 | 0.001224 | 0.001139 | 0.001048 | 0.000955 | 0.000072 | 0.000150 | 0.000235 | 0.000325 | 0.000419 |
| y47 | 47 | 0.014979 | 0.014870 | 0.014762 | 0.014668 | 0.014597 | 0.014547 | 0.000109 | 0.000217 | 0.000311 | 0.000382 | 0.000432 |
| y48 | 48 | 0.011638 | 0.011550 | 0.011495 | 0.011468 | 0.011475 | 0.011518 | 0.000087 | 0.000143 | 0.000170 | 0.000163 | 0.000119 |
| y49 | 49 | 0.009629 | 0.009603 | 0.009601 | 0.009631 | 0.009698 | 0.009810 | 0.000026 | 0.000028 | -0.000002 | -0.000069 | -0.000181 |
| y50 | 50 | 0.008228 | 0.008243 | 0.008270 | 0.008313 | 0.008373 | 0.008453 | -0.000015 | -0.000042 | -0.000085 | -0.000145 | -0.000225 |
| y51 | 51 | 0.005677 | 0.005673 | 0.005684 | 0.005708 | 0.005741 | 0.005794 | 0.000004 | -0.000006 | -0.000031 | -0.000064 | -0.000116 |
| y52 | 52 | 0.015400 | 0.015409 | 0.015460 | 0.015570 | 0.015733 | 0.015967 | -0.000008 | -0.000060 | -0.000170 | -0.000333 | -0.000566 |
| y53 | 53 | 0.009132 | 0.009061 | 0.009012 | 0.008983 | 0.008986 | 0.009043 | 0.000071 | 0.000120 | 0.000149 | 0.000146 | 0.000090 |
| y54 | 54 | 0.010492 | 0.010454 | 0.010448 | 0.010481 | 0.010563 | 0.010703 | 0.000038 | 0.000043 | 0.000010 | -0.000072 | -0.000211 |
| y55 | 55 | 0.032166 | 0.032099 | 0.032140 | 0.032324 | 0.032653 | 0.033178 | 0.000067 | 0.000026 | -0.000158 | -0.000487 | -0.001012 |
| y56 | 56 | 0.023108 | 0.022608 | 0.022088 | 0.021582 | 0.021110 | 0.020694 | 0.000499 | 0.001020 | 0.001526 | 0.001998 | 0.002413 |
| y57 | 57 | 0.009578 | 0.009528 | 0.009490 | 0.009464 | 0.009447 | 0.009456 | 0.000050 | 0.000087 | 0.000114 | 0.000130 | 0.000122 |
| y58 | 58 | 0.013769 | 0.013826 | 0.013909 | 0.014032 | 0.014202 | 0.014422 | -0.000057 | -0.000140 | -0.000263 | -0.000433 | -0.000653 |
| y59 | 59 | 0.006483 | 0.006480 | 0.006493 | 0.006526 | 0.006588 | 0.006676 | 0.000004 | -0.000009 | -0.000043 | -0.000104 | -0.000192 |
| y60 | 60 | 0.010926 | 0.010962 | 0.011022 | 0.011120 | 0.011249 | 0.011417 | -0.000036 | -0.000096 | -0.000194 | -0.000323 | -0.000491 |
| y61 | 61 | 0.016159 | 0.016075 | 0.016016 | 0.015979 | 0.015989 | 0.016040 | 0.000085 | 0.000143 | 0.000180 | 0.000170 | 0.000119 |
| y62 | 62 | 0.011192 | 0.011053 | 0.010930 | 0.010827 | 0.010751 | 0.010725 | 0.000139 | 0.000263 | 0.000365 | 0.000441 | 0.000468 |
| y63 | 63 | 0.010080 | 0.010074 | 0.010091 | 0.010133 | 0.010210 | 0.010339 | 0.000006 | -0.000011 | -0.000053 | -0.000131 | -0.000259 |